Measuring visibility in AI search is fundamentally different from traditional...

https://www.stall-bookmarks.win/ai-search-visibility-is-notoriously-difficult-to-measure-because-outputs-are

Measuring visibility in AI search is fundamentally different from traditional SEO because responses are non-deterministic and shift based on extreme geo variability. You can’t rely on static rank trackers to capture these snapshots